Life cycle reliability assessment of new products–A Bayesian model updating approach

Life cycle reliability assessment of new products–A Bayesian model updating approach

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Article ID: iaor20131332
Volume: 112
Issue: 2
Start Page Number: 109
End Page Number: 119
Publication Date: Apr 2013
Journal: Reliability Engineering and System Safety
Authors: , , , ,
Keywords: Bayesian modelling, life cycle assessment
Abstract:

The rapidly increasing pace and continuously evolving reliability requirements of new products have made life cycle reliability assessment of new products an imperative yet difficult work. While much work has been done to separately estimate reliability of new products in specific stages, a gap exists in carrying out life cycle reliability assessment throughout all life cycle stages. We present a Bayesian model updating approach (BMUA) for life cycle reliability assessment of new products. Novel features of this approach are the development of Bayesian information toolkits by separately including ‘reliability improvement factor’ and ‘information fusion factor’, which allow the integration of subjective information in a specific life cycle stage and the transition of integrated information between adjacent life cycle stages. They lead to the unique characteristics of the BMUA in which information generated throughout life cycle stages are integrated coherently. To illustrate the approach, an application to the life cycle reliability assessment of a newly developed Gantry Machining Center is shown.

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